DE602007003240D1 - System and method for exploiting a good initial assumption of connection constraints in quadratic programming with impracticable and contradictory initial assumptions for the solution - Google Patents
System and method for exploiting a good initial assumption of connection constraints in quadratic programming with impracticable and contradictory initial assumptions for the solutionInfo
- Publication number
- DE602007003240D1 DE602007003240D1 DE602007003240T DE602007003240T DE602007003240D1 DE 602007003240 D1 DE602007003240 D1 DE 602007003240D1 DE 602007003240 T DE602007003240 T DE 602007003240T DE 602007003240 T DE602007003240 T DE 602007003240T DE 602007003240 D1 DE602007003240 D1 DE 602007003240D1
- Authority
- DE
- Germany
- Prior art keywords
- quadratic programming
- active set
- solution
- initial
- impracticable
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
- G05B13/042—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance
Landscapes
- Engineering & Computer Science (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Health & Medical Sciences (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Feedback Control In General (AREA)
- Exchange Systems With Centralized Control (AREA)
Abstract
The present invention provides A method for controlling a multivariable system including the steps of: a) receiving a plurality of sensor signals indicating current conditions of the system; b) receiving a plurality of commands; c) determining the desired dynamic response of the system based upon the commands and the sensor signals; d) in each of a plurality of time steps, formulating a problem of controlling the system to achieve the desired dynamic response as a solution to a quadratic programming problem; e) solving the quadratic programming problem in each time step using an iterative algorithm which searches for an optimal active set, wherein the active set comprises a set of constraints that are binding at an optimized solution; and f) in each subsequent time step of the plurality of time steps: g) solving the quadratic programming problem based on a final active set of a prior time step of the plurality of time steps to obtain x f ; h) initializing a search for the optimal active set based on the final active set of the prior time step of the plurality of time steps and based upon the assumption that x f is feasible.
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US11/358,735 US7376471B2 (en) | 2006-02-21 | 2006-02-21 | System and method for exploiting a good starting guess for binding constraints in quadratic programming with an infeasible and inconsistent starting guess for the solution |
Publications (1)
Publication Number | Publication Date |
---|---|
DE602007003240D1 true DE602007003240D1 (en) | 2009-12-31 |
Family
ID=38125450
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
DE602007003240T Active DE602007003240D1 (en) | 2006-02-21 | 2007-01-22 | System and method for exploiting a good initial assumption of connection constraints in quadratic programming with impracticable and contradictory initial assumptions for the solution |
Country Status (5)
Country | Link |
---|---|
US (1) | US7376471B2 (en) |
EP (1) | EP1821164B1 (en) |
JP (1) | JP2007226772A (en) |
AT (1) | ATE449366T1 (en) |
DE (1) | DE602007003240D1 (en) |
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US8504175B2 (en) * | 2010-06-02 | 2013-08-06 | Honeywell International Inc. | Using model predictive control to optimize variable trajectories and system control |
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US9482169B2 (en) * | 2014-07-23 | 2016-11-01 | Cummins Inc. | Optimization-based controls for diesel engine air-handling systems |
EP3051367B1 (en) | 2015-01-28 | 2020-11-25 | Honeywell spol s.r.o. | An approach and system for handling constraints for measured disturbances with uncertain preview |
EP3056706A1 (en) | 2015-02-16 | 2016-08-17 | Honeywell International Inc. | An approach for aftertreatment system modeling and model identification |
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EP3734375B1 (en) | 2015-07-31 | 2023-04-05 | Garrett Transportation I Inc. | Quadratic program solver for mpc using variable ordering |
US10272779B2 (en) | 2015-08-05 | 2019-04-30 | Garrett Transportation I Inc. | System and approach for dynamic vehicle speed optimization |
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US10283968B2 (en) | 2015-10-08 | 2019-05-07 | Con Edison Battery Storage, Llc | Power control system with power setpoint adjustment based on POI power limits |
US10250039B2 (en) | 2015-10-08 | 2019-04-02 | Con Edison Battery Storage, Llc | Energy storage controller with battery life model |
US10742055B2 (en) | 2015-10-08 | 2020-08-11 | Con Edison Battery Storage, Llc | Renewable energy system with simultaneous ramp rate control and frequency regulation |
US10389136B2 (en) | 2015-10-08 | 2019-08-20 | Con Edison Battery Storage, Llc | Photovoltaic energy system with value function optimization |
US10222083B2 (en) | 2015-10-08 | 2019-03-05 | Johnson Controls Technology Company | Building control systems with optimization of equipment life cycle economic value while participating in IBDR and PBDR programs |
US10700541B2 (en) | 2015-10-08 | 2020-06-30 | Con Edison Battery Storage, Llc | Power control system with battery power setpoint optimization using one-step-ahead prediction |
US11210617B2 (en) | 2015-10-08 | 2021-12-28 | Johnson Controls Technology Company | Building management system with electrical energy storage optimization based on benefits and costs of participating in PDBR and IBDR programs |
US10554170B2 (en) | 2015-10-08 | 2020-02-04 | Con Edison Battery Storage, Llc | Photovoltaic energy system with solar intensity prediction |
US10190793B2 (en) | 2015-10-08 | 2019-01-29 | Johnson Controls Technology Company | Building management system with electrical energy storage optimization based on statistical estimates of IBDR event probabilities |
US10564610B2 (en) | 2015-10-08 | 2020-02-18 | Con Edison Battery Storage, Llc | Photovoltaic energy system with preemptive ramp rate control |
US10197632B2 (en) | 2015-10-08 | 2019-02-05 | Taurus Des, Llc | Electrical energy storage system with battery power setpoint optimization using predicted values of a frequency regulation signal |
US10418832B2 (en) | 2015-10-08 | 2019-09-17 | Con Edison Battery Storage, Llc | Electrical energy storage system with constant state-of charge frequency response optimization |
US10222427B2 (en) | 2015-10-08 | 2019-03-05 | Con Edison Battery Storage, Llc | Electrical energy storage system with battery power setpoint optimization based on battery degradation costs and expected frequency response revenue |
US10415492B2 (en) | 2016-01-29 | 2019-09-17 | Garrett Transportation I Inc. | Engine system with inferential sensor |
US10124750B2 (en) | 2016-04-26 | 2018-11-13 | Honeywell International Inc. | Vehicle security module system |
US10036338B2 (en) | 2016-04-26 | 2018-07-31 | Honeywell International Inc. | Condition-based powertrain control system |
US10778012B2 (en) | 2016-07-29 | 2020-09-15 | Con Edison Battery Storage, Llc | Battery optimization control system with data fusion systems and methods |
US10594153B2 (en) | 2016-07-29 | 2020-03-17 | Con Edison Battery Storage, Llc | Frequency response optimization control system |
EP3548729B1 (en) | 2016-11-29 | 2023-02-22 | Garrett Transportation I Inc. | An inferential flow sensor |
US10012158B2 (en) | 2016-11-29 | 2018-07-03 | Cummins Inc. | Optimization-based controls for an air handling system using an online reference governor |
US11057213B2 (en) | 2017-10-13 | 2021-07-06 | Garrett Transportation I, Inc. | Authentication system for electronic control unit on a bus |
US10838441B2 (en) | 2017-11-28 | 2020-11-17 | Johnson Controls Technology Company | Multistage HVAC system with modulating device demand control |
US10838440B2 (en) | 2017-11-28 | 2020-11-17 | Johnson Controls Technology Company | Multistage HVAC system with discrete device selection prioritization |
US11159022B2 (en) | 2018-08-28 | 2021-10-26 | Johnson Controls Tyco IP Holdings LLP | Building energy optimization system with a dynamically trained load prediction model |
US11163271B2 (en) | 2018-08-28 | 2021-11-02 | Johnson Controls Technology Company | Cloud based building energy optimization system with a dynamically trained load prediction model |
CN114237835A (en) * | 2021-09-30 | 2022-03-25 | 华为技术有限公司 | Task solving method and device |
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US5394322A (en) * | 1990-07-16 | 1995-02-28 | The Foxboro Company | Self-tuning controller that extracts process model characteristics |
US5438844A (en) * | 1992-07-01 | 1995-08-08 | Gas Research Institute | Microprocessor-based controller |
US5548293A (en) * | 1993-03-24 | 1996-08-20 | Leland Stanford Junior University | System and method for generating attitude determinations using GPS |
US5579440A (en) * | 1993-11-22 | 1996-11-26 | Brown; Robert A. | Machine that learns what it actually does |
US5682309A (en) * | 1995-04-28 | 1997-10-28 | Exxon Chemical Patents Inc. | Feedback method for controlling non-linear processes |
US5642722A (en) * | 1995-10-30 | 1997-07-01 | Motorola Inc. | Adaptive transient fuel compensation for a spark ignited engine |
US6041172A (en) * | 1997-11-26 | 2000-03-21 | Voyan Technology | Multiple scale signal processing and control system |
US6064809A (en) * | 1998-06-05 | 2000-05-16 | The Board Of Trustees Of The University Of Illinois | Fast model predictive ellipsoid control process |
US6594620B1 (en) * | 1998-08-17 | 2003-07-15 | Aspen Technology, Inc. | Sensor validation apparatus and method |
US6330483B1 (en) * | 1999-05-07 | 2001-12-11 | The Boeing Company | Optimal control system |
DE59913911D1 (en) * | 1999-08-02 | 2006-11-23 | Siemens Schweiz Ag | Predicative device for regulating or controlling supply quantities |
US7376472B2 (en) * | 2002-09-11 | 2008-05-20 | Fisher-Rosemount Systems, Inc. | Integrated model predictive control and optimization within a process control system |
US7082305B2 (en) * | 2002-11-22 | 2006-07-25 | Telefonaktiebolaget Lm Ericsson (Publ) | Method and apparatus for generating a neighbor cell list |
US7328074B2 (en) * | 2002-12-02 | 2008-02-05 | United Technologies Corporation | Real-time quadratic programming for control of dynamical systems |
US6882889B2 (en) * | 2002-12-02 | 2005-04-19 | United Technologies Corporation | Constrained dynamic inversion control algorithm |
US7152023B2 (en) * | 2003-02-14 | 2006-12-19 | United Technologies Corporation | System and method of accelerated active set search for quadratic programming in real-time model predictive control |
-
2006
- 2006-02-21 US US11/358,735 patent/US7376471B2/en active Active
- 2006-12-20 JP JP2006342068A patent/JP2007226772A/en active Pending
-
2007
- 2007-01-22 EP EP07250253A patent/EP1821164B1/en not_active Not-in-force
- 2007-01-22 DE DE602007003240T patent/DE602007003240D1/en active Active
- 2007-01-22 AT AT07250253T patent/ATE449366T1/en not_active IP Right Cessation
Also Published As
Publication number | Publication date |
---|---|
EP1821164A2 (en) | 2007-08-22 |
EP1821164B1 (en) | 2009-11-18 |
JP2007226772A (en) | 2007-09-06 |
ATE449366T1 (en) | 2009-12-15 |
US20070198446A1 (en) | 2007-08-23 |
US7376471B2 (en) | 2008-05-20 |
EP1821164A3 (en) | 2008-12-17 |
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Legal Events
Date | Code | Title | Description |
---|---|---|---|
8364 | No opposition during term of opposition |